Among the 13 ferroptosis- and lipid metabolism–related signature genes, CPA3, DAPK1, and ANGPTL4 exhibited significant positive correlations with most immune checkpoint genes, suggesting that higher expression of these genes may be associated with an immune-activated tumor microenvironment. This evidence concerns the gene CPA3 and neoplasm.